AI is becoming more common in family office investment decision-making.
Fifty-one percent of decision-makers surveyed in the 2026 Investment Insights for Single Family Offices report use data analytics and predictive modeling, often augmented by AI, in their investment process. But adoption is only part of the story. For professionals serving the world’s most sophisticated clients, applying new solutions to complex, high-stakes investment and planning decisions requires careful judgment.
The findings reveal where family offices are deploying AI, which offices are leading adoption and whether these tools are improving outcomes
The Top Tech-Enabled Processes
Family offices are implementing AI in areas where its ability to ingest and analyze large volumes of data can save time and labor.
Technology is widely deployed in portfolio analytics and risk analysis, with many offices also piloting or testing AI for reporting automation, market insights and investment research. Governance, succession planning and other functions remain earlier in the adoption cycle.
The top areas where family offices are using or piloting AI solutions include:
- Reporting Automation — 72%
- Investment Research — 72%
- Market Insights and Summarization — 71%
- Portfolio Analytics — 70%
- Risk Analysis and Management — 69%
- Idea Generation — 60%
The pattern is clear: data-intensive tasks are among the first areas targeted for automation. Family offices are deploying technology where it can improve efficiency gains or support deeper analysis.
Tasks That Stay with the Experts
The findings also reveal where family offices have been slower to adopt AI.
Functions with the lowest reported AI use include:
- Cash management: Just 49% of family offices are currently using or piloting AI for cash management, while 22% are not using it at all, the highest rate of nonuse among the functions surveyed.
- Tax and estate planning: Only 46% are using or piloting AI applications for tax and estate planning, while 20% are not using them at all. Adoption may be constrained by concerns about accuracy and the reliability of AI-generated legal citations.
Trust also varies across the globe. Among non-U.S. family offices, 37% report partially integrating AI for specific asset classes or decision areas, compared with 21% of U.S. family offices.
Judgment-intensive tasks and oversight remain largely human-led. This may reflect the nature of these responsibilities and the need for expert review. Overall, the pattern suggests that family offices are treating AI as a specialized tool rather than a wholesale replacement for professional judgment.
Degrees of Implementation
While only 8% of respondents report that AI is "extensively integrated" into their investment decision-making, most report some level of engagement. Forty percent have integrated AI experimentally and are evaluating its effectiveness, while 29% have partially integrated it, focusing on specific asset classes or decision areas.
Family offices that use no technology in investment decision-making are uncommon, but they do exist.
Globally, just 2% of respondents report using no technology in this process, compared with 9% of U.S. respondents. For these offices, the question is not whether to adopt, but how long they can afford to remain on the sidelines as peers pull ahead.
Has AI Improved Outcomes?
As AI adoption expands, the question is shifting from whether family offices use the technology to whether it improves results.
The data offers a cautiously optimistic verdict.
Sixty-one percent of family office respondents believe AI integration has improved investment outcomes, while 14% report a “significant” improvement and 47% a “moderate” one. Just 4% reported a negative impact. Notably, the offices furthest along the adoption curve are also the most likely to report meaningful gains, suggesting that the benefits of sustained AI integration compound over time.
That positive verdict, combined with the large pipeline of offices still in experimental and partial-integration phases, suggests that the perceived value of AI is rising in step with its deployment.
Consultants Offer Additional Capabilities
Family offices are also turning to investment consultants for data analytics and AI-powered predictive models to support decision-making. Globally, 51% of family offices say they want investment consultants to use data analytics to improve financial decision-making and 43% want consultants to utilize AI predictive models to forecast market movements.
All told, the trend represents a steady appetite for a level of data and analysis beyond what was previously available to family offices solely in-house.
From Experimentation to Advantage
The findings show that family offices are actively exploring AI, though extensive integration remains uncommon. With 40% experimenting and only 8% reporting extensive integration, many are still determining where the technology can deliver lasting value.
For decision-makers evaluating their next steps, the priority is to identify useful applications, benchmark progress and measure results. The opportunity lies in translating experimentation into demonstrable improvements in efficiency, analysis and investment decision-making.
Explore more findings on family office allocation, planning and decision-making in the complete 2026 Investment Insights for Single Family Offices report.
